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TLDR-584 words boldness for images (#397)
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* TLDR-584 text boldness for words in images

* Fix test

* Skip test

* Review fix
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NastyBoget authored Jan 18, 2024
1 parent 0b7ea01 commit 7b20361
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Showing 12 changed files with 164 additions and 54 deletions.
10 changes: 8 additions & 2 deletions dedoc/readers/pdf_reader/data_classes/text_with_bbox.py
Original file line number Diff line number Diff line change
Expand Up @@ -5,26 +5,31 @@
from dedocutils.data_structures import BBox

from dedoc.data_structures.annotation import Annotation
from dedoc.readers.pdf_reader.data_classes.word_with_bbox import WordWithBBox


class TextWithBBox:

def __init__(self,
bbox: BBox,
page_num: int,
text: str,
line_num: int,
words: List[WordWithBBox],
uid: Optional[str] = None,
label: Optional[str] = None,
annotations: List[Annotation] = None) -> None:
self.bbox = bbox
self.page_num = page_num
self.line_num = line_num
self.text = text
self.words = words
self.label = label
self.annotations = [] if annotations is None else annotations
self.uid = f"bbox_{uuid1()}" if uid is None else uid

@property
def text(self) -> str:
return " ".join(word.text for word in self.words if word.text != "") + "\n"

def __str__(self) -> str:
return f"TextWithBBox(bbox = {self.bbox}, page = {self.page_num}, text = {self.text})"

Expand All @@ -36,6 +41,7 @@ def to_dict(self) -> dict:
res["uid"] = self.uid
res["_uid"] = self.uid
res["bbox"] = self.bbox.to_dict()
res["words"] = [word.to_dict() for word in self.words]
res["page_num"] = self.page_num
res["line_num"] = self.line_num
res["text"] = self.text
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22 changes: 22 additions & 0 deletions dedoc/readers/pdf_reader/data_classes/word_with_bbox.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,22 @@
from collections import OrderedDict

from dedocutils.data_structures import BBox


class WordWithBBox:

def __init__(self, bbox: BBox, text: str) -> None:
self.bbox = bbox
self.text = text

def __str__(self) -> str:
return f"WordWithBBox(bbox = {self.bbox}, text = {self.text})"

def __repr__(self) -> str:
return self.__str__()

def to_dict(self) -> dict:
res = OrderedDict()
res["bbox"] = self.bbox.to_dict()
res["text"] = self.text
return res
Original file line number Diff line number Diff line change
Expand Up @@ -12,11 +12,19 @@ def predict_annotations(self, page: PageWithBBox) -> PageWithBBox:
if len(page.bboxes) == 0:
return page

bboxes = [bbox.bbox for bbox in page.bboxes]
bboxes = [word.bbox for line in page.bboxes for word in line.words]
bold_probabilities = self.bold_classifier.classify(page.image, bboxes)

for bbox, bold_probability in zip(page.bboxes, bold_probabilities):
if bold_probability > 0.5:
bbox.annotations.append(BoldAnnotation(start=0, end=len(bbox.text), value="True"))
bbox_id = 0
for line in page.bboxes:
current_text_len = 0

for word in line.words:
current_text_len = current_text_len + 1 if current_text_len > 0 else current_text_len # add len of " " (space between words)
extended_text_len = current_text_len + len(word.text)
if bold_probabilities[bbox_id] > 0.5:
line.annotations.append(BoldAnnotation(start=current_text_len, end=extended_text_len, value="True"))
current_text_len = extended_text_len
bbox_id += 1

return page
Original file line number Diff line number Diff line change
Expand Up @@ -4,6 +4,7 @@

from dedoc.readers.pdf_reader.data_classes.page_with_bboxes import PageWithBBox
from dedoc.readers.pdf_reader.data_classes.text_with_bbox import TextWithBBox
from dedoc.readers.pdf_reader.data_classes.word_with_bbox import WordWithBBox
from dedoc.readers.pdf_reader.pdf_image_reader.ocr.ocr_utils import get_text_with_bbox_from_document_page, get_text_with_bbox_from_document_page_one_column


Expand All @@ -30,12 +31,14 @@ def __split_image2bboxes(self, image: np.ndarray, page_num: int, language: str,
height, width = image.shape[:2]
extract_line_bbox = self.config.get("labeling_mode", False)

line_boxes = [
TextWithBBox(text=line.text, page_num=page_num, bbox=line.bbox, line_num=line_num,
annotations=line.get_annotations(width, height, extract_line_bbox)) for line_num, line in enumerate(output_dict.lines)
]
lines_with_bbox = []
for line_num, line in enumerate(output_dict.lines):
words = [WordWithBBox(text=word.text, bbox=word.bbox) for word in line.words]
annotations = line.get_annotations(width, height, extract_line_bbox)
line_with_bbox = TextWithBBox(words=words, page_num=page_num, bbox=line.bbox, line_num=line_num, annotations=annotations)
lines_with_bbox.append(line_with_bbox)

return line_boxes
return lines_with_bbox

def _filtered_bboxes(self, bboxes: List[TextWithBBox]) -> Iterable[TextWithBBox]:
for text_with_bbox in bboxes:
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Original file line number Diff line number Diff line change
Expand Up @@ -27,7 +27,8 @@
from dedoc.readers.pdf_reader.data_classes.pdf_image_attachment import PdfImageAttachment
from dedoc.readers.pdf_reader.data_classes.tables.location import Location
from dedoc.readers.pdf_reader.data_classes.text_with_bbox import TextWithBBox
from dedoc.readers.pdf_reader.pdf_txtlayer_reader.pdfminer_reader.pdfminer_utils import cleaning_text_from_hieroglyphics, create_bbox, draw_annotation
from dedoc.readers.pdf_reader.data_classes.word_with_bbox import WordWithBBox
from dedoc.readers.pdf_reader.pdf_txtlayer_reader.pdfminer_reader.pdfminer_utils import create_bbox, draw_annotation
from dedoc.utils.parameter_utils import get_path_param
from dedoc.utils.pdf_utils import get_page_image

Expand Down Expand Up @@ -151,18 +152,17 @@ def __get_interpreter(self) -> Tuple[PDFPageAggregator, PDFPageInterpreter]:
def get_info_layout_object(self, lobj: LTContainer, page_num: int, line_num: int, k_w: float, k_h: float, height: int, width: int) -> TextWithBBox:
# 1 - converting coordinate from pdf format into image
bbox = create_bbox(height, k_h, k_w, lobj)

# 2 - extract text and text annotations from current object
text = ""
annotations = []
words = []
if isinstance(lobj, LTTextLineHorizontal):
# cleaning text from (cid: *)
text = cleaning_text_from_hieroglyphics(lobj.get_text())
# get line's annotations
annotations = self.__get_line_annotations(lobj, k_w, k_h, height, width)
annotations, words = self.__get_line_annotations(lobj, height, width)

return TextWithBBox(bbox=bbox, page_num=page_num, text=text, line_num=line_num, annotations=annotations)
return TextWithBBox(bbox=bbox, page_num=page_num, words=words, line_num=line_num, annotations=annotations)

def __get_line_annotations(self, lobj: LTTextLineHorizontal, k_w: float, k_h: float, height: int, width: int) -> List[Annotation]:
def __get_line_annotations(self, lobj: LTTextLineHorizontal, height: int, width: int) -> Tuple[List[Annotation], List[WordWithBBox]]:
# 1 - prepare data for group by name
chars_with_style = []
rand_weight = self._get_new_weight()
Expand All @@ -187,7 +187,7 @@ def __get_line_annotations(self, lobj: LTTextLineHorizontal, k_w: float, k_h: fl
# duplicated previous style
chars_with_style.append(chars_with_style[-1])

annotations = self.__extract_words_bbox_annotation(lobj, height, width)
annotations, words = self.__extract_words_bbox_annotation(lobj, height, width)
# 3 - extract range from chars_with_style array
char_pointer = 0

Expand All @@ -196,9 +196,9 @@ def __get_line_annotations(self, lobj: LTTextLineHorizontal, k_w: float, k_h: fl
annotations.extend(self.__parse_style_string(key, char_pointer, char_pointer + count_chars - 1))
char_pointer += count_chars

return annotations
return annotations, words

def __extract_words_bbox_annotation(self, lobj: LTTextContainer, height: int, width: int) -> List[Annotation]:
def __extract_words_bbox_annotation(self, lobj: LTTextContainer, height: int, width: int) -> Tuple[List[Annotation], List[WordWithBBox]]:
words: List[WordObj] = []
word: WordObj = WordObj(start=0, end=0, value=LTTextContainer())
if isinstance(lobj, LTTextLineHorizontal):
Expand All @@ -214,14 +214,13 @@ def __extract_words_bbox_annotation(self, lobj: LTTextContainer, height: int, wi
words.append(word)
word = WordObj(start=item + 1, end=item + 1, value=LTTextContainer())

annotations = [
BBoxAnnotation(start=word.start,
end=word.end,
value=create_bbox(height=height, k_h=1.0, k_w=1.0, lobj=word.value),
page_width=width,
page_height=height) for word in words
]
return annotations
annotations, words_with_bbox = [], []
for word in words:
word_bbox = create_bbox(height=height, k_h=1.0, k_w=1.0, lobj=word.value)
annotations.append(BBoxAnnotation(start=word.start, end=word.end, value=word_bbox, page_width=width, page_height=height))
words_with_bbox.append(WordWithBBox(text=word.value.get_text(), bbox=word_bbox))

return annotations, words_with_bbox

def _get_new_weight(self) -> str:
return binascii.hexlify(os.urandom(8)).decode("ascii")
Expand Down
Original file line number Diff line number Diff line change
@@ -1,4 +1,3 @@
import re
from typing import IO, List, Match, Optional, Tuple

import cv2
Expand Down Expand Up @@ -57,15 +56,6 @@ def create_bbox(height: int, k_h: float, k_w: float, lobj: LTContainer) -> BBox:
return bbox


def cleaning_text_from_hieroglyphics(text_str: str) -> str:
"""
replace all cid-codecs into ascii symbols. cid-encoding - hieroglyphic fonts
:param text_str: text
:return: text wo cids-chars
"""
return re.sub(r"\(cid:(\d)*\)", cid_to_ascii_text, text_str)


def cid_to_ascii_text(m: Match) -> str:
v = m.group(0)
v = v.strip("(").strip(")")
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -14,6 +14,7 @@
from dedoc.readers.html_reader.html_reader import HtmlReader
from dedoc.readers.pdf_reader.data_classes.page_with_bboxes import PageWithBBox
from dedoc.readers.pdf_reader.data_classes.text_with_bbox import TextWithBBox
from dedoc.readers.pdf_reader.data_classes.word_with_bbox import WordWithBBox
from dedoc.readers.pdf_reader.pdf_image_reader.line_metadata_extractor.metadata_extractor import LineMetadataExtractor
from dedoc.readers.txt_reader.raw_text_reader import RawTextReader
from train_dataset.data_structures.images_archive import ImagesArchive
Expand Down Expand Up @@ -97,7 +98,7 @@ def __create_bbox(self, data: dict) -> TextWithBBox:
return TextWithBBox(
bbox=bbox,
page_num=data["data"]["bbox"]["page_num"],
text=data["data"]["bbox"]["text"],
words=[WordWithBBox(text=data["data"]["bbox"]["text"], bbox=bbox)],
line_num=data["data"]["bbox"]["line_num"],
uid=data["data"]["bbox"]["uid"]
)
Expand Down
1 change: 1 addition & 0 deletions tests/api_tests/test_api_doctype_law.py
Original file line number Diff line number Diff line change
Expand Up @@ -108,6 +108,7 @@ def test_law_odt(self) -> None:
file_name = "ukrf.odt"
self._check_ukrf(file_name)

@unittest.skip("TODO fix incorrect line classification because of bold text inside it (bold text was found after Статья 20.1.)")
def test_law_article_multiline(self) -> None:
file_name = "article_multiline.png"
result = self._send_request(file_name, dict(document_type="law"), expected_code=200)
Expand Down
21 changes: 21 additions & 0 deletions tests/api_tests/test_api_format_pdf.py
Original file line number Diff line number Diff line change
Expand Up @@ -170,3 +170,24 @@ def test_document_orientation(self) -> None:
"0729.12.2014 № 168\n"
'"БУРЫЙ МЕДВЕДЬ\n'
"{вид охотничьих ресурсов)\n")

def test_bold_annotation(self) -> None:
file_name = "bold_font.png"
result = self._send_request(file_name)
tree = result["content"]["structure"]

node = tree["subparagraphs"][0]
bold_annotations = [annotation for annotation in node["annotations"] if annotation["name"] == "bold" and annotation["value"] == "True"]
self.assertEqual(len(bold_annotations), 2)
bold_annotations = sorted(bold_annotations, key=lambda x: x["start"])
self.assertEqual((bold_annotations[0]["start"], bold_annotations[0]["end"]), (8, 12))
self.assertEqual((bold_annotations[1]["start"], bold_annotations[1]["end"]), (29, 33))

node = tree["subparagraphs"][1]
bold_annotations = [annotation for annotation in node["annotations"] if annotation["name"] == "bold" and annotation["value"] == "True"]
self.assertEqual(len(bold_annotations), 0)

node = tree["subparagraphs"][2]
bold_annotations = [annotation for annotation in node["annotations"] if annotation["name"] == "bold" and annotation["value"] == "True"]
self.assertEqual(len(bold_annotations), 1)
self.assertEqual((bold_annotations[0]["start"], bold_annotations[0]["end"]), (0, len(node["text"].strip())))
Binary file added tests/data/scanned/bold_font.png
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3 changes: 2 additions & 1 deletion tests/unit_tests/test_format_image_reader_bbox.py
Original file line number Diff line number Diff line change
Expand Up @@ -17,7 +17,8 @@ def test_line_order(self) -> None:
page = self.reader.split_image2lines(image=image, page_num=1, is_one_column_document=True)
bboxes = [bbox for bbox in page.bboxes if bbox.text.strip() != ""]
for bbox in bboxes:
bbox.text = re.sub(r"\s+", " ", bbox.text)
for word in bbox.words:
word.text = re.sub(r"\s+", "", word.text)
self.assertEqual("Утвержден", bboxes[0].text.strip())
self.assertEqual("приказом ФСТЭК России", bboxes[1].text.strip())
self.assertEqual("Утвержден", bboxes[0].text.strip())
Expand Down
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